Usability heuristic

Cognitive load

Working memory is small, so every extra thing users must read, compare or remember leaves less for the actual decision.

Cognitive load The same usage pricing shown two ways. On the left five separate unit prices leave the user to multiply and add. On the right the product shows one estimated monthly total for the user's usage and a button to choose the plan. You do the math What you pay for Seats $12 each Storage $0.10 per GB API calls $0.002 each Build minutes $0.01 each Bandwidth $0.09 per GB Five prices to multiply and add up The product does the math Estimated for your usage $84 / month 3 seats, 40 GB, 10k API calls Choose this plan See the breakdown One number to decide on Working memory is small. Each extra number leaves less for the decision.
The same usage pricing as five unit prices the user must multiply and add, and as one estimated monthly total the product has worked out.

Cognitive load is the mental effort a screen demands. On the site it is mostly flagged where it goes wrong: legal walls right above a Connect button, jargon-heavy paragraphs, feature lists that run past the fold, and pricing with five separate meters and no calculator.

The idea comes from John Sweller's cognitive load theory. Sweller (1988) showed that the way people solve unfamiliar problems uses so much working memory that little is left for learning, which is why worked examples teach better than open problem solving. NN/g's Kathryn Whitenton (2013) applies this to interfaces: cut visual clutter, reuse familiar patterns, and offload tasks like remembering or calculating to the system.

On a paywall, the user is doing a costly comparison. Each extra column, meter or term competes with the one question that matters: which plan is right for me?

How to use it

  • Do the math for the user: show an estimated monthly total for their usage instead of listing each meter's unit price.
  • Replace dense legal or technical paragraphs above a CTA with a one-line summary and a link to the full text.
  • Limit plan comparisons to the differences that matter and use the same order and labels across plans.

Watch out

  • Oversimplifying by hiding costs or terms reduces load now but creates surprise and churn later.
  • Cutting explanation for experts can strand newcomers; match the depth to who is on the screen.

Related

Cognitive load in real products 2 working · 7 not